{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# XID+PACS GAMA-12 Final Processing\n", "The final processing stage requires:\n", "1. Quick validation of catalogues and Bayesian Pvalue maps\n", "2. Skewness level\n", "3. Adding flag to catalogue" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "from astropy.table import Table\n", "%matplotlib inline\n", "import numpy as np\n", "import pylab as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read tables" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "cat=Table.read('./data/dmu26_XID+PACS_GAMA12_cat.fits')\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=10\n", "
help_id | RA | Dec | F_PACS_100 | FErr_PACS_100_u | FErr_PACS_100_l | F_PACS_160 | FErr_PACS_160_u | FErr_PACS_160_l | Bkg_PACS_100 | Bkg_PACS_160 | Sig_conf_PACS_100 | Sig_conf_PACS_160 | Rhat_PACS_100 | Rhat_PACS_160 | n_eff_PACS_100 | n_eff_PACS_160 | Pval_res_100 | Pval_res_160 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
degrees | degrees | mJy | mJy | mJy | mJy | mJy | mJy | mJy/Beam | mJy/Beam | mJy/Beam | mJy/Beam | |||||||
bytes27 | float64 | float64 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 |
HELP_J121432.117-030902.919 | 183.63382157907898 | -3.1508107494233015 | 75.70131 | 112.128815 | 39.0094 | 37.79094 | 71.60728 | 12.37873 | 0.0019120458 | 0.00085209764 | 0.005851445 | 0.0045274105 | 1.000118 | 1.0005295 | 2000.0 | 2000.0 | 1.0 | 1.0 |
HELP_J121434.310-030924.907 | 183.64295679570182 | -3.156918587503372 | 22.16143 | 53.04618 | 5.510331 | 9.974302 | 25.732298 | 2.4426153 | 0.0019120458 | 0.00085209764 | 0.005851445 | 0.0045274105 | 1.0012294 | 0.99950236 | 2000.0 | 2000.0 | 1.0 | 1.0 |
HELP_J121434.739-030823.565 | 183.64474710902638 | -3.1398792424360704 | 117.27759 | 157.9577 | 74.98543 | 24.416708 | 50.58029 | 7.063667 | 0.0019120458 | 0.00085209764 | 0.005851445 | 0.0045274105 | 1.0015639 | 1.0007429 | 1209.0 | 2000.0 | 1.0 | 1.0 |
HELP_J121436.699-030854.782 | 183.6529125448977 | -3.1485505277990073 | 12.358285 | 29.773819 | 3.519288 | 11.017011 | 25.82738 | 3.0218568 | 0.0019120458 | 0.00085209764 | 0.005851445 | 0.0045274105 | 1.0025681 | 0.99970424 | 2000.0 | 2000.0 | 1.0 | 1.0 |
HELP_J121436.723-030907.072 | 183.653013566119 | -3.1519644483013485 | 12.786322 | 31.500149 | 3.1901093 | 5.9169617 | 15.769038 | 1.5157399 | 0.0019120458 | 0.00085209764 | 0.005851445 | 0.0045274105 | 1.0004998 | 0.99949914 | 2000.0 | 2000.0 | 1.0 | 1.0 |
HELP_J121437.023-030912.566 | 183.65426166592303 | -3.153490641739616 | 14.582001 | 35.468243 | 3.596666 | 6.9653893 | 17.721422 | 1.7559798 | 0.0019120458 | 0.00085209764 | 0.005851445 | 0.0045274105 | 0.9993491 | 0.99973655 | 2000.0 | 2000.0 | 1.0 | 1.0 |
HELP_J121437.103-030845.936 | 183.6545977442613 | -3.1460933434837695 | 33.099606 | 67.853874 | 10.472954 | 34.166737 | 70.21931 | 11.6283865 | 0.0019120458 | 0.00085209764 | 0.005851445 | 0.0045274105 | 0.9996292 | 0.99978167 | 2000.0 | 2000.0 | 1.0 | 1.0 |
HELP_J121418.939-030454.936 | 183.57891264844795 | -3.081926791515751 | 8.818943 | 20.963072 | 2.4204 | 85.97584 | 120.060394 | 51.7531 | 0.0021379301 | 0.0017485237 | 0.0041515394 | 0.0034111247 | 0.999594 | 1.0014956 | 2000.0 | 2000.0 | 1.0 | 1.0 |
HELP_J121419.723-030541.118 | 183.58217736382142 | -3.094754908396993 | 21.780191 | 47.025192 | 6.0740566 | 34.223824 | 63.481937 | 12.01574 | 0.0021379301 | 0.0017485237 | 0.0041515394 | 0.0034111247 | 1.0010716 | 0.99915165 | 2000.0 | 2000.0 | 1.0 | 1.0 |
HELP_J121420.179-030538.956 | 183.58407864502516 | -3.094154359374314 | 16.50363 | 39.94297 | 4.379602 | 22.333431 | 47.16841 | 6.221821 | 0.0021379301 | 0.0017485237 | 0.0041515394 | 0.0034111247 | 0.99959916 | 0.9984166 | 2000.0 | 2000.0 | 1.0 | 1.0 |